Resend co-founder and CEO Zeno Rocha joined the Latent Space podcast to explain how the email API is designed to be picked by coding agents, citing an AEO study in which Claude Code chose Resend first in 64 of 102 email recommendations. Resend's earlier wedge was React Email, a template tool developers could use with any provider, so some Resend code was already in the repo before they switched.
Claude now supports interactive connectors that open the full version of a tool inside Claude, so users can work in Adobe, Atlassian and Box alongside the conversation and either make changes themselves or ask Claude to make them. In the demo, Claude adds a summary to a launch plan in Confluence, applies a dither effect to a photo in Adobe, and checks a floor plan against a design standard in Box before saving the revision as a new file. The feature is rolling out on web and desktop.
Why it matters: Interactive connectors let Claude operate inside Adobe, Atlassian and Box apps, showing how agent workflows move from chat into full third-party tools.
Google released A2UI 1.0, the first stable version of its open protocol that lets AI agents answer with interactive screens rendered by each app's own native components. Version 1.0 adds bidirectional function calls, accessibility support and extension metadata, plus open-source renderers for React, Angular, Lit, Flutter, SwiftUI and Jetpack Compose (the Compose renderer is at 0.9.1 with 1.0 coming soon) and agent SDKs for Python, TypeScript and Dart. Atlassian is bringing A2UI to Jira, Alation renders its feeds with it in Claude, and ByteDance shipped a Lynx renderer in June 2026 that supports 0.9 today.
Why it matters: Google's stable A2UI 1.0 protocol lets agents return native interactive screens instead of text walls, with renderers for web, Android and iOS and early adopters including Atlassian and ByteDance.
Mastra now supports tasks in MCPServer and MCPClient, letting long-running tool calls run in the background while the agent keeps responding to users. The server returns a task ID immediately, and the client polls for status values working, input_required, completed, failed or cancelled, with a notification sent to the agent when the task finishes. Tools can be set to always, auto (after a 2-second syncWindowMs default) or off, and tasks can still call suspend() for human input; the feature requires @mastra/mcp@2.7.0 and @mastra/core@1.81.0 or later and remains experimental.
Anthropic is rolling out an update that lets supported interactive connectors open a full tool beside the conversation or in full screen, and lets Claude make changes to an open page, row or file that users approve the same way as connector actions. The rollout covers the web and the Claude desktop app on all plans, starting with tools including Asana, Canva, Carta, Dropbox, monday.com, Smartsheet, Vercel and Webflow, with Figma, Harvey and Shopify building integrations. The connectors run on MCP Apps, and Claude now supports more of that extension, such as app tools and embedded sites, in public preview for developers.
Why it matters: Claude's connectors now open full tools beside the chat and let Claude edit pages, rows and files directly, with the same approval flow as connector actions.
Meta introduced spaces in its Muse app, an interactive way for users to build a more personalized Muse by describing an idea such as a gift tracker, daily word game or DIY planning board. Users can adjust each space with Muse, place it in the sidebar or main tabs, hide or schedule it, and connect apps so details like concert dates and price changes update in the background. Spaces are available everywhere Muse is available starting today, and Meta says it is exploring sharing options and rolling out specialized model versions trained with learnings from Muse Wonder.
Zyphra released MAIA in beta, a proactive multiplayer AI agent that remembers shared team context, takes action across connected tools, and runs as a standalone Mac desktop app and inside Slack, free during beta. MAIA keeps persistent memory of people, decisions and preferences with sources, executes multi-step tasks in plain language, and can schedule recurring work. It follows existing tool permissions, confirms before irreversible actions, and lets users view and delete memories, with private conversations kept private unless shared.
Mastra agents can now receive Ring doorbell events as notification signals via the new @mastra/ring-signals package, requiring @mastra/core@1.81.0 or later. Each event arrives in the agent's thread with a configurable priority, and the agent can fetch a snapshot or video clip from the Ring API to decide how to respond. Ring signals can also target an existing channel thread, such as iMessage, so alerts reach a shared conversation.
Descript's November 6, 2026 roundup adds generative layout packs that turn brand guidelines, logos and colors into four AI-proposed directions and a full editable layout pack on paid plans. Underlord now supports reusable skills, invoked with "/" in chat, replacing prompt templates, which switch off on November 30. Deleted projects now sit in trash for 30 days, and Enterprise drive search matches what's inside images and videos, including via the Descript MCP and API.
Mistral expanded its enterprise AI platform Studio with managed agents and apps, plus new workflow, enterprise context, agent observability and evaluation capabilities, running on the Mistral Large 4 (Le Chonk) model. Developers can build multi-step agents with skills, sandboxes, subagents and hooks, and deploy to Studio with one command through the new Mistral MCP server. Mistral says customers including ABANCA, BNP Paribas, Capgemini and TCS already use Studio in production, with deployments available in the cloud, VPC or on-premises.
Why it matters: Mistral expands Studio with managed agents, workflows and apps, showing how enterprises can keep deployment and data control in their own environments.
Google DeepMind introduced Cheminformatics Skills for Google Antigravity, letting an agent search literature, curate compounds, run matched molecular pair analysis, train potency models and propose rigidified macrocycles with synthesis routes in about an hour, a workflow it says previously took multiple days. The skills are grounded in RDKit with connectors to ChEMBL and PubChem, and the team demonstrated them on crizotinib and lorlatinib analogues for non-small cell lung cancer. The skills are available today via the Antigravity app's Science plugin, and DeepMind is offering 10,000 scientists the highest usage tier free for 6 months, subject to eligibility, capacity and selection.
Why it matters: Google DeepMind shows its Cheminformatics Skills in Antigravity compressing a multi-day drug discovery loop into about an hour, while noting that designs remain hypotheses needing lab validation.
Google published a walkthrough for building Generative UI apps with its framework-agnostic A2UI (Agent-to-UI) standard and CopilotKit's agent-integration stack. A2UI sends UI as declarative JSON messages rather than executable code, so clients render only components from a trusted catalog, and the same payload works across React, Angular, Lit, SwiftUI, Jetpack Compose and Flutter. The guide shows wiring a Google ADK agent through AG-UI, defining a Zod-validated component catalog, and building bi-directional surfaces where user inputs flow back to the agent for multi-step flows like booking.
Apple introduced updates to Apple Creator Studio that bring an intelligent assistant built on Apple and third-party models to Keynote, Pages, and Numbers, plus Model Context Protocol support so external AI agents can read content and perform edits in those apps. Final Cut Pro for Mac now includes built-in MotionVFX and Content Hub stock video, Logic Pro gains a beta assistant and a Stem Splitter that separates drums, and Pixelmator Pro adds Generate Fill for natural-language image edits. The updates arrive on the App Store this November, free for existing subscribers, with new subscriptions at $12.99 per month or $129 per year.
Microsoft Research released Flint-interactive, a language built on Flint that lets agents and developers create interactive data visualizations through high-level semantic events and update operators. Flint's compiler handles hit testing, layout, rendering and visual dependencies, so users specify interactions such as linked brushing, highlighting or viewport changes without writing low-level visualization code. It is available through Flint-MCP and MCP Apps in chat environments, the Flint Interactive Canvas for dashboards and data stories, and a programming API for bespoke interactions.
MiniMax launched Mini App in the MiniMax Code desktop app, a plugin-format application with a frontend and a Node.js backend that keeps the Agent's work on a page that stays live instead of scattered across conversations. The release includes a runtime with a persistent data directory, hosted MCP, the Agent API, Host Connectors and in-page tool approvals, plus /miniapp-creator for going from a one-sentence request to a working page and official Mini Apps in the plugin marketplace. MiniMax Bot is itself a Mini App, and its source code along with community-built Mini Apps now lives in the open-source MiniMax-Code-MiniApps repository; Mini Apps are available in local sessions on macOS and Windows.
Why it matters: MiniMax Code 把 Agent 的工作从对话流搬进常驻页面，并公开了 Mini App 的运行时与开源仓库，为 Agent 工具形态提供了一种可参考的架构。
Google Cloud API Gateway now supports streaming in Public Preview, letting SSE, chunked HTTP, WebSocket and gRPC streaming endpoints sit behind the same gateway and policies as existing APIs. Streaming is enabled with a single --enable-streaming flag at gateway creation, requires no changes to the API spec, and keeps API key enforcement, JWT validation, service account auth and Cloud Logging and Monitoring working as before. Gateways also get a deterministic default hostname of GATEWAY_ID-PROJECT_NUMBER.REGION.gateway.dev, and streams can stay open for up to one hour.
Mistral released Voxtral 3, a family of speech-to-text and text-to-speech models plus a voice agent SDK built on LiveKit that streams listening, reasoning, tool calling and speaking in one pipeline. Voxtral Small Transcribe 3 covers 50+ languages with diarization and context biasing, Voxtral Mini TTS 3 supports 35+ languages and 50+ dialects, and the stack is available through Mistral's EU-hosted API or self-deployment. Pricing starts at $0.0035/min for batch transcription and $13 per 1M characters for TTS.
Why it matters: Mistral's Voxtral 3 pairs multilingual speech models with a LiveKit-based voice agent SDK, giving teams a sovereign-deployable option for real-time voice agents.
GitHub's Copilot for Beginners series explains four ways to give Copilot project context: custom instructions in `.github/copilot-instructions.md` plus path-specific files in `.github/instructions`, agent skills in `.github/skills`, custom agents in `.github/agents`, and MCP servers that connect Copilot to external tools such as Playwright. The post walks through each mechanism and how they combine, and points readers to the community Awesome Copilot collection for ready-made examples.
Vapi has launched Personal Agent Calling in beta, letting users sign in with Vapi and make calls through a personal agent without setting up an API key. The company argues businesses must verify who an agent represents, what it is allowed to do, and whether that permission still applies, building on the A2A open standard and OAuth. Forcing customers to start over risks losing their business.
An Every staffer describes moving from single-thread prompting to delegating whole projects to coordinated subagents, using skills, orchestrator threads, context packets, MCPs and computer use. The shift was prompted by a June tweet in which Katie Parrott asked Codex to place her on the "Eight Levels of AI Adoption" guide; Codex put her at Level 5 with the beginnings of Level 6.
Vapi launched Personal Agent Calling in beta, which lets personal assistants dial a business, work through phone menus, hold the conversation and report back a result. The feature works with assistants including Muse, Instinct, GrokBot, ChatGPT Work, Claude Code, OpenClaw and Hermes, and users paste a prompt pointing the assistant to phone.vapi.ai. In a test, Head of Revenue Bryan Parman's assistant waited 14 minutes on hold with an airline and declined a $51.69 upgrade fee, after which the representative waived it and confirmed an Economy Plus aisle seat at no charge.
Vapi launched Vapi for CX, a toolkit for building, deploying, observing and optimizing customer-experience voice agents. It combines a natural-language Composer for CX teams with the same config object reachable through API, CLI and an MCP server, plus evals, versioning, fallback plans, call scorecards and weekly latency, cost and quality data across transcribers, models and voices. Vapi says Amazon Ring runs 100% of its inbound volume on the platform after evaluating more than 40 vendors, and that Kavak builds new agent versions in about five minutes with NPS up 20 points.
OpenAI released a Developers plugin that gives ChatGPT and Codex access to the OpenAI API Platform and API setup guidance, with adaptations for Claude Code and Cursor bundling portable developer skills and the public OpenAI Docs MCP server. It covers API key setup, Agents SDK app building, API migration to the Responses API, and troubleshooting common API failures.
Vapi released Vapi Skills, a repo following the Agent Skills standard, plus a Model Context Protocol connector that gives coding agents live access to Vapi's documentation. One install command loads step-by-step instructions with exact API schemas for workflows like create-assistant, create-tool, create-call, and setup-webhook, and the skill pack runs on Claude Code, Cursor, VS Code Copilot, and Gemini CLI.
OpenClaw agents can now make and receive phone calls through Vapi's AgentSkills-compatible skills, installed in about five minutes via the npx skills CLI or by asking the agent directly. The Vapi pipeline targets sub-500ms voice responses and supports mid-call tool calling, with eight skills covering assistants, calls, phone numbers, tools, squads, webhooks and workflows.
OpenAI released a public Model Context Protocol (MCP) server that gives agents read-only access to developer documentation across developers.openai.com, platform.openai.com, and learn.chatgpt.com. The server is documentation-only and does not call the OpenAI API on the user's behalf. Developers can add it to Codex via the CLI or IDE extension with a single shared configuration, and pair it with the OpenAI Docs Skill for citation-backed answers.
Replit is now available inside ChatGPT, letting users tag @replit in any message to have Replit Agent create, update and deploy Replit Apps directly in the conversation. Build progress and an interactive preview appear in-chat, and each request such as adding dark mode or a payment form updates the app instantly, with apps stored in the user's Replit account for later publishing. The integration requires a ChatGPT account (Free, Plus, Pro or Teams) and a Replit account, works where the ChatGPT App Store is available, and consumes Replit Agent credits.
Why it matters: Replit's ChatGPT integration lets users describe an app in chat and have Replit Agent build, preview and deploy it without leaving the conversation.
Vapi has rolled out direct integration with GoHighLevel Calendars, embedding its voice agents into the GHL scheduling flow. Agents can now check real-time availability on connected GHL calendars, create contacts from caller details, and book appointments tied to the correct contact. Setup mirrors connecting Google Calendar in Vapi, with four new tools: Create Event, Check Availability, Create Contact, and Contact Get.
Vapi now supports SMS, letting its voice AI agents send and receive text messages during calls. Agents can reply to incoming texts live, switch from voice to text mid-conversation, and run fully text-based flows; SMS is currently available for Twilio only.
Vapi released the Vapi MCP Server, letting AI agent tools trigger real-time voice flows and outbound calls via function calling. It supports Claude Desktop integration and remote access over SSE, so users can ask Claude to place calls or schedule follow-ups in plain language. The server is available via @vapi-ai/mcp-server, locally or through a hosted SSE endpoint.